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AI Learning Hub/Level 9
Level 9Professional
🚀

Production AI & MLOps

Enterprise Excellence

This is where you become a true AI professional. Learn to evaluate systems properly, ensure AI safety, optimize models for production, and deploy with confidence.

6-8 weeks
23 Lessons
5 Projects

🎯 What You'll Learn

  • Build comprehensive evaluation systems
  • Deploy AI with proper safety guardrails
  • Optimize models for production
  • Master LLMOps practices
  • Complete 5 capstone projects

Prerequisites

  • •Completed Levels 1-8
  • •Strong ML fundamentals
  • •Production deployment experience helpful

Course Modules

LLM Evaluation MetricsComing soon
Benchmarking FrameworksComing soon
LLM-as-a-JudgeComing soon
Hallucination DetectionComing soon
Red TeamingComing soon
🛠️

Project: Build an Evaluation Pipeline

Estimated time: 3 hours

AI Safety PrinciplesComing soon
Alignment TechniquesComing soon
Bias Detection & MitigationComing soon
Content FilteringComing soon
Responsible AI PracticesComing soon
🛠️

Project: Implement Safety Guardrails

Estimated time: 3 hours

Model CompressionComing soon
Quantization TechniquesComing soon
FlashAttention & OptimizationsComing soon
Speculative DecodingComing soon
🛠️

Project: Optimize a Model for Production

Estimated time: 3 hours

LLMOps OverviewComing soon
Model Serving & DeploymentComing soon
Caching & Cost OptimizationComing soon
Monitoring & ObservabilityComing soon
A/B Testing for AIComing soon
🛠️

Project: Deploy a Production AI System

Estimated time: 5 hours

Federated LearningComing soon
On-Device AIComing soon
Mobile ML DeploymentComing soon
PII Handling & SecurityComing soon
🛠️

Project: Deploy On-Device AI

Estimated time: 3 hours

Skills You'll Gain

LLMOpsModel OptimizationAI SafetyQuantizationEvaluationProduction ML
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